| Number of Variables | 12 |
|---|---|
| Number of Rows | 19158 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 60 |
| Duplicate Rows (%) | 0.3% |
| Total Size in Memory | 1.8 MB |
| Average Row Size in Memory | 96.0 B |
| Variable Types |
|
| gender is skewed | Skewed |
|---|---|
| enrolled_university is skewed | Skewed |
| education_level is skewed | Skewed |
| major_discipline is skewed | Skewed |
| experience is skewed | Skewed |
| company_size is skewed | Skewed |
| company_type is skewed | Skewed |
| last_new_job is skewed | Skewed |
| city_development_index is skewed | Skewed |
| relevent_experience has constant length 3 | Constant Length |
| target has constant length 3 | Constant Length |
|---|---|
| gender has 1238 (6.46%) zeros | Zeros |
| enrolled_university has 3757 (19.61%) zeros | Zeros |
| education_level has 11598 (60.54%) zeros | Zeros |
| company_size has 1471 (7.68%) zeros | Zeros |
| last_new_job has 8040 (41.97%) zeros | Zeros |
numerical
| Approximate Distinct Count | 83 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 0.9284 |
| Minimum | 0 |
| Maximum | 2 |
| Zeros | 1238 |
| Zeros (%) | 6.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0.9401 |
| Median | 1 |
| Q3 | 1 |
| 95-th Percentile | 1 |
| Maximum | 2 |
| Range | 2 |
| IQR | 0.05986 |
| Mean | 0.9284 |
|---|---|
| Standard Deviation | 0.266 |
| Variance | 0.07073 |
| Sum | 17786.5845 |
| Skewness | -2.0836 |
| Kurtosis | 9.2296 |
| Coefficient of Variation | 0.2865 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1.2 MB |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 38316 |
numerical
| Approximate Distinct Count | 74 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 2.2714 |
| Minimum | 0 |
| Maximum | 3 |
| Zeros | 3757 |
| Zeros (%) | 19.6% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 1 |
| Median | 3 |
| Q3 | 3 |
| 95-th Percentile | 3 |
| Maximum | 3 |
| Range | 3 |
| IQR | 2 |
| Mean | 2.2714 |
|---|---|
| Standard Deviation | 1.2234 |
| Variance | 1.4967 |
| Sum | 43515.3547 |
| Skewness | -1.1731 |
| Kurtosis | -0.5059 |
| Coefficient of Variation | 0.5386 |
numerical
| Approximate Distinct Count | 72 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 0.7068 |
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 11598 |
| Zeros (%) | 60.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th Percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| IQR | 2 |
| Mean | 0.7068 |
|---|---|
| Standard Deviation | 0.9902 |
| Variance | 0.9805 |
| Sum | 13540.8301 |
| Skewness | 1.1496 |
| Kurtosis | 0.4094 |
| Coefficient of Variation | 1.4009 |
numerical
| Approximate Distinct Count | 285 |
|---|---|
| Approximate Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 4.674 |
| Minimum | 0 |
| Maximum | 5.1678 |
| Zeros | 253 |
| Zeros (%) | 1.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 5 |
| Median | 5 |
| Q3 | 5 |
| 95-th Percentile | 5 |
| Maximum | 5.1678 |
| Range | 5.1678 |
| IQR | 0 |
| Mean | 4.674 |
|---|---|
| Standard Deviation | 0.9457 |
| Variance | 0.8943 |
| Sum | 89544.1462 |
| Skewness | -3.4253 |
| Kurtosis | 11.1344 |
| Coefficient of Variation | 0.2023 |
numerical
| Approximate Distinct Count | 40 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 12.9151 |
| Minimum | 0 |
| Maximum | 21 |
| Zeros | 549 |
| Zeros (%) | 2.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 7 |
| Median | 14 |
| Q3 | 18 |
| 95-th Percentile | 21 |
| Maximum | 21 |
| Range | 21 |
| IQR | 11 |
| Mean | 12.9151 |
|---|---|
| Standard Deviation | 6.5906 |
| Variance | 43.4361 |
| Sum | 247427.7266 |
| Skewness | -0.5112 |
| Kurtosis | -0.9442 |
| Coefficient of Variation | 0.5103 |
numerical
| Approximate Distinct Count | 516 |
|---|---|
| Approximate Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 3.0564 |
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 1471 |
| Zeros (%) | 7.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 2 |
| Median | 3.0099 |
| Q3 | 4 |
| 95-th Percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| IQR | 2 |
| Mean | 3.0564 |
|---|---|
| Standard Deviation | 1.731 |
| Variance | 2.9963 |
| Sum | 58554.8156 |
| Skewness | 0.3793 |
| Kurtosis | 0.1957 |
| Coefficient of Variation | 0.5663 |
numerical
| Approximate Distinct Count | 583 |
|---|---|
| Approximate Unique (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 4.274 |
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 603 |
| Zeros (%) | 3.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 4.0703 |
| Median | 5 |
| Q3 | 5 |
| 95-th Percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| IQR | 0.9297 |
| Mean | 4.274 |
|---|---|
| Standard Deviation | 1.2587 |
| Variance | 1.5844 |
| Sum | 81881.6604 |
| Skewness | -2.2177 |
| Kurtosis | 3.9305 |
| Coefficient of Variation | 0.2945 |
numerical
| Approximate Distinct Count | 39 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 1.9212 |
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 8040 |
| Zeros (%) | 42.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 4 |
| 95-th Percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| IQR | 4 |
| Mean | 1.9212 |
|---|---|
| Standard Deviation | 2.1493 |
| Variance | 4.6195 |
| Sum | 36806.2371 |
| Skewness | 0.7258 |
| Kurtosis | -0.9129 |
| Coefficient of Variation | 1.1187 |
numerical
| Approximate Distinct Count | 93 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 0.8288 |
| Minimum | 0.448 |
| Maximum | 0.949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.448 |
|---|---|
| 5-th Percentile | 0.624 |
| Q1 | 0.74 |
| Median | 0.903 |
| Q3 | 0.92 |
| 95-th Percentile | 0.926 |
| Maximum | 0.949 |
| Range | 0.501 |
| IQR | 0.18 |
| Mean | 0.8288 |
|---|---|
| Standard Deviation | 0.1234 |
| Variance | 0.01522 |
| Sum | 15879.07 |
| Skewness | -0.9953 |
| Kurtosis | -0.5387 |
| Coefficient of Variation | 0.1488 |
numerical
| Approximate Distinct Count | 241 |
|---|---|
| Approximate Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 299.3 KB |
| Mean | 65.3669 |
| Minimum | 1 |
| Maximum | 336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 7 |
| Q1 | 23 |
| Median | 47 |
| Q3 | 88 |
| 95-th Percentile | 188 |
| Maximum | 336 |
| Range | 335 |
| IQR | 65 |
| Mean | 65.3669 |
|---|---|
| Standard Deviation | 60.0585 |
| Variance | 3607.0188 |
| Sum | 1.2523e+06 |
| Skewness | 1.8191 |
| Kurtosis | 3.8392 |
| Coefficient of Variation | 0.9188 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1.2 MB |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 38316 |